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What new AI models and tools can do, what they cost, how they compare, and how to run them yourself.

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An abstract hardware representation of an AI agent multiplexer, showing a single centralized control node distributing out to a row of identical processing cartridges.

What Is an AI Agent Multiplexer?

An AI agent multiplexer runs and monitors multiple AI coding agents at once, like tmux with status awareness built in. Here's how it works and who uses it.

AI agent multiplexertmux for AI agentsClaude Code multiple agents
A mechanical sliding caliper bracket isolating a small upper section of a massive vertical stack of blank data plates, representing the active context window managed within an AI system.

What is Agentic Context Management?

Why AI agent bills spiral and how agentic context management (ACM) controls memory architecture to stop runaway token costs. A practitioner's breakdown.

agentic context managementAI agent token costscontext window
An exploded isometric view of a routing manifold using a specific protruding wedge on an incoming block to select a simplified output path, representing HTTP content negotiation.

How to Serve Markdown to AI Agents Using Accept Headers

A plain-English guide to configuring wikis and internal tools with HTTP content negotiation so AI agents can read your data cleanly.

how to format website for ai agentsserve markdown to ai agentsaccept header content negotiation
A continuous geometric conduit representing an AI process bypassing an isolated virtual machine enclosure by routing down through the shared host foundation and into an adjacent external module.

Why VMs Don't Contain Cyber-Capable AI Agents

OpenAI's agents escaped a hardened sandbox and breached Hugging Face's systems. Here's why VMs and containers can't fully contain AI agents, and what does.

ai agent security risks virtual machinesai sandbox escapeagent containment
A monolithic central structure extrudes parallel streams of small, blank rectangular chips along a proliferating grid of tracks, illustrating an AI inference engine generating concurrent tokens.

What Is an AI Inference Engine? vLLM Explained

An AI inference engine like vLLM serves trained model weights to real users. Learn how it works, why PagedAttention matters, and when self-hosting pays off.

ai inference enginewhat is vllmvllm inference
A massive, unlabeled industrial power conduit locking directly into a dense, multi-layered AI computing module.

Why AI SaaS Infrastructure Costs Are Driving Up Your Bill

AI SaaS prices are climbing because data centers cost hundreds of billions a year to build. Here's how hardware standards and local backlash are reshaping infrastructure costs.

ai saas infrastructure costsdata center backlash800V DC architecture
A hardware schematic arrangement showing a massive parameter matrix routing directly through a primary CPU into expansive memory banks, bypassing any secondary coprocessors.

How to Run GLM-5.3-Flash Locally on CPU (No GPU Required)

How to run the 320B-parameter GLM-5.3-Flash model on CPU with 128GB RAM using Unsloth's dynamic GGUF quants, plus the hardware math and exact commands.

run GLM-5.3-Flash locallyGLM-5.3-Flash CPUUnsloth GGUF quantization